CL=F_B Report

Dataset statistics

Number of variables	8
Number of observations	2429
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	154.2 KiB
Average record size in memory	65.0 B

Variable types

DateTime	1
TimeSeries	6
Boolean	1

Timeseries statistics

Number of series	6
Time series length	2429
Starting point	2010-01-04 00:00:00
Ending point	2019-08-29 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`repaired?` has constant value "False"	Constant
`adj close` is highly overall correlated with `close` and 4 other fields	High correlation
`close` is highly overall correlated with `adj close` and 4 other fields	High correlation
`high` is highly overall correlated with `adj close` and 4 other fields	High correlation
`low` is highly overall correlated with `adj close` and 4 other fields	High correlation
`open` is highly overall correlated with `adj close` and 4 other fields	High correlation
`volume` is highly overall correlated with `adj close` and 4 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`volume` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`volume` is seasonal	Seasonal
`Date` has unique values	Unique

Reproduction

Analysis started	2026-02-05 23:21:11.940423
Analysis finished	2026-02-05 23:21:16.597574
Duration	4.66 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2429
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	38.0 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2055
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.057913
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.193999
Q1	52.040001
median	73.779999
Q3	93.879997
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.839996

Descriptive statistics

Standard deviation	22.076472
Coefficient of variation (CV)	0.3021777
Kurtosis	-1.3862011
Mean	73.057913
Median Absolute Deviation (MAD)	21.059998
Skewness	-0.027431717
Sum	177457.67
Variance	487.37062
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5980189812

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
93.95999908	4	0.2%
53.90000153	4	0.2%
48.52000046	3	0.1%
44.74000168	3	0.1%
81.25	3	0.1%
97.37999725	3	0.1%
102.6600037	3	0.1%
103.4000015	3	0.1%
49.56000137	3	0.1%
Other values (2045)	2394	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	2055
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.057913
Minimum	26.209999
Maximum	113.93
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.209999
5-th percentile	42.193999
Q1	52.040001
median	73.779999
Q3	93.879997
95-th percentile	104.7
Maximum	113.93
Range	87.720001
Interquartile range (IQR)	41.839996

Descriptive statistics

Standard deviation	22.076472
Coefficient of variation (CV)	0.3021777
Kurtosis	-1.3862011
Mean	73.057913
Median Absolute Deviation (MAD)	21.059998
Skewness	-0.027431717
Sum	177457.67
Variance	487.37062
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5980189812

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
44.65999985	6	0.2%
93.95999908	4	0.2%
53.90000153	4	0.2%
48.52000046	3	0.1%
44.74000168	3	0.1%
81.25	3	0.1%
97.37999725	3	0.1%
102.6600037	3	0.1%
103.4000015	3	0.1%
49.56000137	3	0.1%
Other values (2045)	2394	98.6%

Value	Count	Frequency (%)
26.20999908	1	< 0.1%
26.54999924	1	< 0.1%
27.45000076	1	< 0.1%
27.94000053	1	< 0.1%
28.45999908	1	< 0.1%
29.04000092	1	< 0.1%
29.42000008	1	< 0.1%
29.44000053	1	< 0.1%
29.53000069	1	< 0.1%
29.63999939	1	< 0.1%

Value	Count	Frequency (%)
113.9300003	1	< 0.1%
113.5199966	1	< 0.1%
112.8600006	1	< 0.1%
112.7900009	1	< 0.1%
112.7600021	1	< 0.1%
112.2900009	1	< 0.1%
112.2799988	1	< 0.1%
112.2099991	1	< 0.1%
111.4499969	1	< 0.1%
111.0500031	1	< 0.1%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	2002
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.003668
Minimum	27.48
Maximum	114.83
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	27.48
5-th percentile	43.056
Q1	52.860001
median	74.75
Q3	94.699997
95-th percentile	105.59
Maximum	114.83
Range	87.350002
Interquartile range (IQR)	41.839996

Descriptive statistics

Standard deviation	22.121404
Coefficient of variation (CV)	0.29892307
Kurtosis	-1.3974261
Mean	74.003668
Median Absolute Deviation (MAD)	21.160004
Skewness	-0.027272919
Sum	179754.91
Variance	489.3565
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6105491617

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
46.52999878	5	0.2%
94.63999939	4	0.2%
52.77999878	4	0.2%
46.40999985	4	0.2%
97.81999969	4	0.2%
97.69000244	4	0.2%
48.74000168	4	0.2%
92.87999725	4	0.2%
48.20000076	4	0.2%
86.37000275	4	0.2%
Other values (1992)	2388	98.3%

Value	Count	Frequency (%)
27.47999954	1	< 0.1%
28.57999992	1	< 0.1%
29.21999931	1	< 0.1%
29.65999985	1	< 0.1%
30.20999908	1	< 0.1%
30.25	1	< 0.1%
30.61000061	1	< 0.1%
30.72999954	1	< 0.1%
31.18000031	1	< 0.1%
31.37999916	1	< 0.1%

Value	Count	Frequency (%)
114.8300018	1	< 0.1%
114.1800003	1	< 0.1%
113.9700012	1	< 0.1%
113.4800034	1	< 0.1%
113.4599991	1	< 0.1%
113.4000015	1	< 0.1%
113.2200012	1	< 0.1%
113.1800003	1	< 0.1%
112.6399994	1	< 0.1%
112.4800034	1	< 0.1%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	2037
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.049625
Minimum	26.049999
Maximum	112.25
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	26.049999
5-th percentile	41.458
Q1	51.029999
median	72.529999
Q3	92.93
95-th percentile	103.862
Maximum	112.25
Range	86.200001
Interquartile range (IQR)	41.900002

Descriptive statistics

Standard deviation	21.943915
Coefficient of variation (CV)	0.30456667
Kurtosis	-1.3791155
Mean	72.049625
Median Absolute Deviation (MAD)	20.889999
Skewness	-0.025077971
Sum	175008.54
Variance	481.53538
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5777285445

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
92.86000061	4	0.2%
96.26000214	4	0.2%
96.51000214	4	0.2%
90.66000366	3	0.1%
95.20999908	3	0.1%
44.34999847	3	0.1%
90	3	0.1%
97.37000275	3	0.1%
85.11000061	3	0.1%
46.66999817	3	0.1%
Other values (2027)	2396	98.6%

Value	Count	Frequency (%)
26.04999924	1	< 0.1%
26.19000053	1	< 0.1%
26.95000076	1	< 0.1%
27.23999977	1	< 0.1%
27.73999977	1	< 0.1%
27.87000084	1	< 0.1%
28.20999908	1	< 0.1%
28.70000076	1	< 0.1%
28.72999954	1	< 0.1%
29.04999924	1	< 0.1%

Value	Count	Frequency (%)
112.25	1	< 0.1%
111.6900024	1	< 0.1%
111.1200027	1	< 0.1%
111.0800018	1	< 0.1%
111	1	< 0.1%
110.8199997	1	< 0.1%
110.7099991	1	< 0.1%
110.3000031	1	< 0.1%
110.1100006	1	< 0.1%
109.1100006	1	< 0.1%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	2013
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73.077098
Minimum	27.299999
Maximum	113.89
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	27.299999
5-th percentile	42.096001
Q1	52.049999
median	73.889999
Q3	93.879997
95-th percentile	104.77
Maximum	113.89
Range	86.59
Interquartile range (IQR)	41.829998

Descriptive statistics

Standard deviation	22.058585
Coefficient of variation (CV)	0.3018536
Kurtosis	-1.3872832
Mean	73.077098
Median Absolute Deviation (MAD)	21.040001
Skewness	-0.027460119
Sum	177504.27
Variance	486.58116
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.6149818002

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
99.19999695	5	0.2%
93.48999786	5	0.2%
95.79000092	4	0.2%
97.30000305	4	0.2%
66.62000275	4	0.2%
49.31000137	4	0.2%
51.95000076	3	0.1%
52.04999924	3	0.1%
58.31999969	3	0.1%
59.27000046	3	0.1%
Other values (2003)	2391	98.4%

Value	Count	Frequency (%)
27.29999924	1	< 0.1%
27.34000015	1	< 0.1%
28.32999992	1	< 0.1%
28.35000038	1	< 0.1%
28.36000061	1	< 0.1%
29.07999992	1	< 0.1%
29.13999939	1	< 0.1%
29.20000076	1	< 0.1%
29.71999931	1	< 0.1%
29.75	1	< 0.1%

Value	Count	Frequency (%)
113.8899994	1	< 0.1%
113.2799988	1	< 0.1%
113.1299973	1	< 0.1%
112.9800034	1	< 0.1%
112.8199997	1	< 0.1%
112.3399963	1	< 0.1%
112.1500015	1	< 0.1%
111.8899994	1	< 0.1%
111.3700027	1	< 0.1%
110.6800003	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.3 KiB

False	2429

Value	Count	Frequency (%)
False	2429	100.0%

volume
Numeric time series

High correlation Non stationary Seasonal

Distinct	2422
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	416264.69
Minimum	48516
Maximum	1311000
Zeros	0
Zeros (%)	0.0%
Memory size	38.0 KiB

Quantile statistics

Minimum	48516
5-th percentile	150892.4
Q1	253456
median	351309
Q3	562639
95-th percentile	806778.2
Maximum	1311000
Range	1262484
Interquartile range (IQR)	309183

Descriptive statistics

Standard deviation	212452.92
Coefficient of variation (CV)	0.51037939
Kurtosis	0.072685613
Mean	416264.69
Median Absolute Deviation (MAD)	129584
Skewness	0.81925234
Sum	1.0111069 × 10⁹
Variance	4.5136242 × 10¹⁰
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2371922806

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 11 minutes
std	8 hours, 18 minutes and 9.91 seconds

Value	Count	Frequency (%)
226343	2	0.1%
297522	2	0.1%
317997	2	0.1%
132427	2	0.1%
598836	2	0.1%
250038	2	0.1%
895643	2	0.1%
481034	1	< 0.1%
450472	1	< 0.1%
542254	1	< 0.1%
Other values (2412)	2412	99.3%

Value	Count	Frequency (%)
48516	1	< 0.1%
51877	1	< 0.1%
65666	1	< 0.1%
83702	1	< 0.1%
84627	1	< 0.1%
90824	1	< 0.1%
91398	1	< 0.1%
92780	1	< 0.1%
93130	1	< 0.1%
95270	1	< 0.1%

Value	Count	Frequency (%)
1311000	1	< 0.1%
1253566	1	< 0.1%
1182327	1	< 0.1%
1173581	1	< 0.1%
1147389	1	< 0.1%
1136232	1	< 0.1%
1135440	1	< 0.1%
1124959	1	< 0.1%
1108052	1	< 0.1%
1095643	1	< 0.1%

ACF and PACF

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.999	0.999	0.997	-0.602
close	1.000	1.000	0.999	0.999	0.997	-0.602
high	0.999	0.999	1.000	0.999	0.999	-0.596
low	0.999	0.999	0.999	1.000	0.999	-0.607
open	0.997	0.997	0.999	0.999	1.000	-0.600
volume	-0.602	-0.602	-0.596	-0.607	-0.600	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	repaired?	volume
2010-01-04	2010-01-04	81.510002	81.510002	81.680000	79.629997	79.629997	False	263542
2010-01-05	2010-01-05	81.769997	81.769997	82.000000	80.949997	81.629997	False	258887
2010-01-06	2010-01-06	83.180000	83.180000	83.519997	80.849998	81.430000	False	370059
2010-01-07	2010-01-07	82.660004	82.660004	83.360001	82.260002	83.199997	False	246632
2010-01-08	2010-01-08	82.750000	82.750000	83.470001	81.800003	82.650002	False	310377
2010-01-11	2010-01-11	82.519997	82.519997	83.949997	81.959999	82.879997	False	296304
2010-01-12	2010-01-12	80.790001	80.790001	82.339996	79.910004	82.070000	False	333866
2010-01-13	2010-01-13	79.650002	79.650002	80.669998	78.370003	80.059998	False	401627
2010-01-14	2010-01-14	79.389999	79.389999	80.360001	78.919998	79.629997	False	275404
2010-01-15	2010-01-15	78.000000	78.000000	79.309998	77.699997	79.199997	False	200555

	Date	adj close	close	high	low	open	repaired?	volume
2019-08-16	2019-08-16	54.869999	54.869999	55.669998	54.259998	54.740002	False	168345
2019-08-19	2019-08-19	56.209999	56.209999	56.410000	54.840000	54.959999	False	113571
2019-08-20	2019-08-20	56.340000	56.340000	56.599998	55.279999	56.099998	False	659258
2019-08-21	2019-08-21	55.680000	55.680000	57.130001	55.549999	56.049999	False	704035
2019-08-22	2019-08-22	55.349998	55.349998	56.459999	54.849998	55.939999	False	621573
2019-08-23	2019-08-23	54.169998	54.169998	55.599998	53.240002	55.349998	False	807151
2019-08-26	2019-08-26	53.639999	53.639999	55.259998	52.959999	53.250000	False	679022
2019-08-27	2019-08-27	54.930000	54.930000	55.720001	53.689999	53.759998	False	596624
2019-08-28	2019-08-28	55.779999	55.779999	56.750000	55.340000	55.709999	False	674048
2019-08-29	2019-08-29	56.709999	56.709999	56.889999	55.430000	55.880001	False	630760

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample